{"id":"W2122406596","doi":"10.1016/j.trd.2008.02.002","title":"Vehicle-type choice and neighbourhood characteristics: An empirical study of Hamilton, Canada","year":2008,"lang":"en","type":"article","venue":"Transportation Research Part D Transport and Environment","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":41,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Neighbourhood (mathematics); Type (biology); Mathematics; Geography; Econometrics; Sociology; Geology; Mathematical analysis; Paleontology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009926329,0.0004600596,0.0009860942,0.001933648,0.009071701,0.002696736,0.002579598,0.0008346412,0.005038432],"category_scores_gemma":[0.003202253,0.0009156473,0.0008365317,0.009083041,0.001918284,0.001081929,0.001806829,0.001387632,0.0007248513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04915954,"about_ca_system_score_gemma":0.05876961,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9987073,"about_ca_topic_score_gemma":0.9996542,"domain_scores_codex":[0.9984927,0.0002375617,0.00007460668,0.0002288613,0.0003899348,0.0005762484],"domain_scores_gemma":[0.9950643,0.0007782588,0.0005614276,0.0002149113,0.002125463,0.001255617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002785004,0.0004834145,0.9613296,0.0001097027,0.0001510733,0.0005654467,0.01765534,0.0004931902,0.0004088685,0.001694577,0.005883106,0.01094728],"study_design_scores_gemma":[0.00004152209,0.00006576446,0.9708669,0.00008349224,0.00006035289,0.00008104572,0.02374083,0.00101758,0.0001028132,0.0001240635,0.003763705,0.00005183864],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946772,0.0002960046,0.0001785482,0.0003001417,0.000006645123,0.0001064003,0.002131746,0.00001092614,0.002292428],"genre_scores_gemma":[0.9906295,0.0005204611,0.0006031276,0.0002310798,0.00000500162,0.00007903908,0.00178016,0.00002125673,0.006130458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04915954,"threshold_uncertainty_score":0.3566791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08472675477919467,"score_gpt":0.3561731061265224,"score_spread":0.2714463513473277,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}